Maya bounced on the balls of her feet as she waited outside Professor Davies' office. She’d spent weeks on the final project, sacrificing sleep and social life to perfect her research. The anticipation made her stomach flip with excitement. Each draft was meticulously revised, every detail polished. The click of the door handle jolted her from her thoughts. She marched inside, head held high, ready for the praise she was certain awaited her. She couldn't stop smiling as she spoke.

The grade, a disappointing C, landed on the desk with a heavy thud, echoing the hollow feeling in her chest. Maya stared, the smile vanishing. Her breath hitched. That couldn't be right. She leaned back, struggling to comprehend the discrepancy.

β€œThere must be some mistake,” she managed, her voice barely a whisper. The room began to swim. She'd put in so much time and effort. How could the result be so different from the effort?

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
😎0.400
happy0.394
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453